knitr::opts_knit$set(root.dir = rprojroot::find_rstudio_root_file())
knitr::opts_chunk$set(echo = F, warning = F, message = F)

seu_merge_epi_p013t_epi_p009t1_epi_p013n_epi_p009n1_epi_p013ot0_epi_p013ot3_epi_p009ot0_epi_p009ot2.rds

Signature scoring

## [1] "p013t"   "p009t1"  "p013n"   "p009n1"  "p013ot0" "p013ot3" "p009ot0"
## [8] "p009ot2"
## [1] "broad done"
## [1] "morkel done"
## [1] "SMAD done"
## [1] "TNFa done"
## [1] "Wnt done"
## [1] "YAP done"
## [1] "regev done"

Louvain clusters

Cluster marker genes

rank 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40
1 TUBB TESC COL6A1 NDUFA4L2 HIST1H4C SELENBP1 CA1 PMEPA1 FTL FABP1 ALPK3 CCL20 C9orf16 RPS7 GINS2 SH2D6 SLC26A3 CLCA4 HIST1H1B CLCA1 ZG16 PRSS56 FCGBP NDUFA4L2 GUCA2B AL137077.2 CA1 FABP1 PLA2G2A CLCA4 HMGCS2 NOTUM RPS4Y1 SPINK4 PMEPA1 ADH1C KRT17 SH2D6 CXCL1 CLCA1 MUC2
2 EIF2S2 LCN2 MMP7 REN UBE2C ATP5F1E CA2 LEFTY1 RPS21 H2AFZ PRSS56 RPS21 LCN2 RPS18 H2AFZ LRMP CLCA4 AQP8 GINS2 SPINK4 MUC2 PMEPA1 MUC2 SCD CA7 Z93241.1 MT1M CSTB B3GNT7 AQP8 MT-CO3 WNT6 ADH1C ITLN1 CEACAM6 RPS4Y1 L1CAM LRMP CXCL3 REP15 CLCA1
3 HMGB1 RPL7A LEMD1 MIR210HG HIST1H1B FTL CEACAM7 DPEP1 PSMA7 FABP5 MT-ND4 AREG RPS4X RPL32 TUBA1B TRPM5 CEACAM7 GUCA2A MYBL2 FCGBP TFF1 IFITM3 SPINK4 RPS4X GUCA2A HEXIM1 CA2 S100A14 NXPE1 GUCA2A MT-ND1 KRT23 PTGDR REG4 CD24 LEFTY1 KRT80 FYB1 CCL20 ITLN1 REP15
4 H2AFZ RPL35 PERP FABP1 H2AFZ RPS21 GUCA2A CEACAM6 EIF2S2 RANBP1 MT-ND2 RPS27 RPL19 RPL19 PCNA FYB1 AQP8 CEACAM7 CLSPN ITLN1 FCGBP LGR5 ITLN1 PGK1 OTOP2 HIST1H2BG MT1G LGALS3 LEFTY1 GUCA2B PIGR APCDD1 UGT2A3 CLCA1 LRP4 AGR3 WNT11 TRPM5 CXCL2 MUC2 L1TD1
5 RPS21 RPSA MAP2 CKB UBE2T RPS27 SLC26A3 IFITM3 RPS27 HSPE1 MT-CO3 EIF2S2 RPS18 RPS2 NCL HPGDS MS4A12 GUCA2B FAM111B WFDC2 REP15 ECT2 REP15 LCN15 BEST4 AL031777.3 MT1H PGK1 OLFM4 MS4A12 MT-ND4 S100A4 HMGCS2 MUC2 TFF3 CWH43 RGCC HPGDS HIST1H4C FCGBP FCGBP
6 TUBA1B LDHB PHLDA3 C4orf3 TUBB PRDX5 MT1M TPT1 ATP5F1E LDHB MT-ATP6 HES1 RPL23 RPS27A SNRPB PSTPIP2 SELENOP TMIGD1 HIST2H2AC MUC2 CDC42EP3 ATAD5 CLCA1 CSTB MT1H CSKMT SLC26A2 NDUFA4 PRAC1 CA4 UGT2B17 ANXA1 LEFTY1 REP15 PLOD2 UGT2A3 AHNAK2 PSTPIP2 TOP2A RETNLB MT-CO3
7 PSMA7 NAP1L1 UCA1 NDRG1 TUBA1B ADIRF PLAC8 CD24 LDHB RAN MT-CO2 EIF5B RPS7 RPS4X RAN PLCG2 PLAC8 CD177 UBE2T KLK1 ENTPD8 CDCA7 ZG16 RPL35A CA4 JUN MT1E GPX2 DMBT1 TMIGD1 MT-ATP6 CCND1 EDIL3 CREB3L1 FABP1 OLFM4 PMEPA1 PLCG2 CXCL8 MUC4 MT-ND4
8 RANBP1 CLDN2 S100A11 SCD TOP2A AKR1B10 MS4A12 ATP9A LSM5 TUBB TMC8 ROMO1 RPL10A RPLP1 LDHB COL27A1 CEACAM1 ANPEP ZWINT ST6GALNAC1 MLPH BRCA2 ANO7 LDHA SPIB IER5L HMGCS2 ATP5MC3 MUC4 SECTM1 UGT2A3 KLK6 PRAC1 SPDEF OLFM4 B3GNT7 SPON2 BMX HIST1H3B KLK1 MT-ND3
9 FTL SET KLK10 LDHA RANBP1 CBR1 CDKN2B-AS1 GNAS EIF5B DBI CEL HIST1H4C RPS14 RPL12 BRCA2 CCSER1 GUCA2A SLC26A3 TYMS ZG16 CREB3L1 ATAD2 SPDEF LDHB HES4 IGKC MT1X SCD PIGR CEACAM7 MUC4 PERP RARRES2 B3GNT6 ATP9A PLA2G2A MSLN ALOX5 TUBB RAP1GAP MT-ND1
10 EIF5B PTMS PI3 PGK1 GINS2 FTH1 C2orf88 NCOA7 HMGB1 LDHA ONECUT2 TOP2A RPL12 RPS12 RANBP1 BMX SLC9A3 MS4A12 CDK1 SERPINA1 RAB27A RRM1 REG4 RPS8 NEURL1 PPP1R15A MT2A PYCARD MT-CO3 RARRES3 MT-CO2 FLNA CWH43 ATOH1 IFITM3 SULT1B1 FLNA PTGS1 UBE2C MT-ND1 MT-ATP6
11 TOP2A RPL6 C9orf16 NXPH4 PCNA AKR1C3 SLC51B RPL13 HSPE1 ATP5MC3 MT-ND5 EREG RPL13 RPL11 HSPD1 ALOX5 SDCBP2 SELENOP CDT1 REP15 BCAS1 MCM4 ST6GALNAC1 RPS27A ADRA2A MAFB SELENBP1 FTL MT-ND1 SELENOP ADH1C PCCA GLIPR2 TPSG1 TM4SF1 MT1E SLC2A12 MATK UBE2T TFF3 MT-ND2
12 PTTG1 IGFBP2 TACSTD2 SPAG4 HMGB1 RPL37 TMIGD1 TNNC2 RPS28 TUBA1B MT-ND3 RPS20 RPS13 HMGB1 MATK CA2 TRPM6 FBXO5 HEPACAM2 SPDEF GAL SERPINA1 UBA52 CTSE SOCS1 UGT2B17 LDHA MT-CO2 SLC26A3 NXPE1 GGH AL355922.2 DNAJC12 SLPI SLC28A2 TM4SF1 GRASP HIST1H1B SPDEF MT-CO2
13 LDHB RPL8 KRT23 LCN15 CDK1 RPL35A SLC26A2 SLC17A9 SNRPG HIST1H4C MT-ND4L RPS13 RPS23 E2F1 GRASP HPGD PLAC8 RFC4 RASD1 TPSG1 LMNB1 HEPACAM2 RPL6 MYOM1 FOSB PHGR1 DBI MT-ND4 HSD17B2 MT-ND5 C9orf16 KCTD12 RAP1GAP TGM2 MT1M CEACAM6 SH2D7 MELK L1TD1 ANO7
14 HSPE1 RPS2 LCN2 CSTB HMGB2 COMMD6 MT1E HNF4A SNRPD2 HMGB1 MT-ND1 RPL32 RPL21 TUBB HCK TMIGD1 CDKN2B-AS1 PCNA SPDEF TBX10 HELLS MLPH RPL24 ADCY5 EGR1 PIGR COX7B B3GALT5 ANPEP MT-ND4L MAP1B AGR3 FMOD SRPX2 NXPE1 TGM2 AVIL CENPU MT1G ST6GALNAC1
15 SNRPD2 ATP5MC3 C6orf15 INSIG1 TPX2 COX7C MT1H DNAJC15 HSPD1 PTMA PMEPA1 RPS15A RPS6 MCM3 B4GALNT4 CA4 SGK1 BRCA2 CREB3L1 FER1L6 CENPW KLK1 RPL7A SLC2A5 AL355075.4 GPT VDAC1 MT-ATP6 CCDC152 MT-ND3 KLK7 AQP1 AQP3 NDRG1 ARHGAP44 SAA1 HCK HELLS MT-ND4 FRYL
16 RPS27 RPL24 NEAT1 GAPDH DEK NDUFA4 PKIB RAB11FIP1 RPL22 HSPD1 GAS6-AS1 RPL11 RPS14 EIF4EBP1 SH2D7 EMP1 CA4 MCM3 KIAA1324 TRANK1 HMGB1 TFF3 ID1 MEIS1 IER2 SULT1B1 POMP NUPR1 PKIB MT-ND2 DCBLD2 MT1E BEST2 TNNC2 DMBT1 IFI6 HTR3E MCM3 NEURL1 MT-CO1
17 HIST1H4C NCL TRIM29 TPI1 MYBL2 YWHAB PHGR1 MDK PSMA4 PRDX4 MT-ATP8 RPLP1 RPL24 SET PTGS1 SLC51B LINC02023 ASF1B ATOH1 GPR153 ORC6 B3GNT6 RPL23 OTOP3 LINC01970 HSD11B2 S100P NXPE4 PLAC8 MT1E GSTP1 SPINK1 KIAA1324 CEACAM5 PIGR PRSS22 ALOX5AP TK1 MT-ND2 SPINK4
18 ATP5F1E MRPL51 S100A14 S100A14 DTYMK RPL23 SELENOP IER3 CYCS SNRPG CENPJ RPL30 RPSA CDT1 AFAP1L2 PKIB ABCG2 UBE2C TPSG1 B3GNT6 GINS2 MT-ND3 RPL12 UNC5C HSPA1B SLC26A3 UBA52 MT-ND3 SLC17A4 MT-CO1 S100A11 NXPE1 KLK1 TPT1 NXPE4 FOXQ1 B4GALNT4 NUSAP1 ST6GALNAC1 MT-ATP8
19 NCL RPLP0 S100A4 FDFT1 TYMS FBXO2 MT2A AL117382.1 ROMO1 UBE2C MKI67 RPL24 RPL5 ORC6 OGDHL CLDN23 C2orf88 HELLS RAP1GAP ATOH1 SMC4 MUC4 RPS5 PRKG2 POU3F1 MT-CO3 RPS4X MUC12 TRPM6 MT-ATP8 SLC2A1 NUPR1 SERPINA1 TIMP3 RARRES1 FN1 DKK3 CDK1 HEPACAM2 MUC4
20 NUCKS1 RPL21 GPC1 FAM162A MKI67 GPX2 AQP8 FN1 NCL LSM5 ATAD5 SSR4 RPS15A FABP5 VIM UPP1 SLC51B MCM4 BEST2 CAPN9 CEACAM6 MT-ND4 RPS28 NBPF19 JUNB MS4A12 COX7C MT-CO1 LINC02023 LEFTY1 MSX2 SCN9A MB GNAS C15orf48 CXCL14 AFAP1L2 H2AFZ IGHA1 MT-ND4L
21 SNRPG RPL27 ATP6V1G1 PDLIM4 ZWINT PSMA7 C1QTNF12 MACC1 NPM1 SLC25A5 MT-CO1 RPS12 RPS3 ODC1 MZB1 C11orf86 SLC17A4 RRM1 FMOD RAB3B MCM3 ATOH1 RPS7 LUZP2 PPP1R10 CHP2 COX4I1 MT-ND5 C2orf88 PLCE1 BMP4 CCND2 FAM177B ANXA4 HSPA1A LAMC2 OGDHL CCNA2 FOSB NXPE1
22 LSM5 EIF4EBP1 TNFRSF12A IGFBP2 LDHB EPHX1 SCNN1B COMMD6 DDX18 UBE2T KAT2A RPS23 RPS19 C1QBP IGHA2 ANPEP CDHR5 TEX30 FRZB LGALS9B CCDC34 MT-ND2 C4orf3 AL121929.2 ZFP36L2 CD14 RPS7 MT-ND2 C11orf86 NXPE4 ANXA3 PIGR WFDC2 ACE2 MUC4 CXCL1 GNG13 RFC3 MT-CO3 MT-ND5
23 RAN TUBA1B SLC2A1 PKM MAD2L1 EIF2S2 SGK1 SLPI RAN CSTB RNF213 RPL23A RPL6 PRDX4 TSC22D3 UGT2B17 RARRES3 HIST1H1D B3GNT6 FAM177B NPTX2 MT-ND1 RPL5 DOCK4 IER5 SLC4A4 COX7A2 PPP1R12B KRTAP13-2 PRAC1 KLK10 NFIC FCGBP PLCB4 SPINK1 PERP GRK5 HIST1H1D ERN2 NXPE4
24 SERBP1 RAN ANXA2 KRT19 MCM3 TPT1 MT1G S100A9 NDUFA4 CYCS MLXIPL RPL10 RPS16 ATP5MC3 HTR3E CDKN2B-AS1 MT-CO1 TK1 ANO7 IL3RA CDT1 RAB26 RPL37 DMBT1 BTG2 C10orf99 FAM162A DUOX2 CD177 JCHAIN KRT18 EIF1AY ST6GALNAC1 FAM13A EIF1AY KRT23 TAS1R3 ATAD2 MLPH PRUNE2
25 CCT6A NDUFA8 ATP6V0E1 P4HA1 BRCA2 ME1 FABP1 OLFM4 CCT6A NDUFAB1 FN1 RPL27 RPL8 SLBP SRGN SECTM1 BMP3 MCM6 DLL1 SYTL5 MCM2 MT-CO3 RPL11 FRMD1 RASD1 MT-ND5 PRDX5 MUC5B SGK1 IGHA1 UCA1 MT1G MLPH GFPT1 NUPR1 RAMP1 RGS13 AREG MT-ATP6 GOLGA8A
26 HSPD1 HSPD1 ANXA1 LGALS1 RAN RPLP1 TSPAN1 EREG SERBP1 ENO1 IGF2BP1 PRDX1 RPL7A NPM1 KIT DHRS9 SECTM1 ATAD2 PRAC1 AC093277.1 FANCI NEURL1 RPL32 C2orf54 IER3 MT1F RPS27A SLC28A2 CYP3A4 CA2 RPL7A NXPE4 RAB27A ACTG1 HMGCS2 MMP7 HTR3C RAN TCIM HEPACAM2
27 TPX2 H2AFZ EIF1 EGLN3 BIRC5 SOD1 PIGR GPR160 ATP5MC3 CCT6A MACC1 RPS6 RPL7 TESC JCHAIN GUCA2B MT-ATP6 FANCI MUC4 SYTL2 CDC6 ERN2 FTL SCIN TCIM UGT2A3 ATP5F1E SPINK1 HPGD FRYL ATP6V1G1 SPON1 RASD1 BHLHE40 TSPAN12 AKAP12 POU2F3 HIST2H2AC ATOH1 SPDEF
28 UBE2C GSTP1 LAMP1 ACSL3 RPA3 NEU1 CDHR5 RPS21 NSA2 GPX2 XRCC2 RPS2 RPL10A YBX1 POU2F3 HSD17B2 MUC12 E2F1 IL1R2 GSN HMGB2 MT-CO2 RPS6 MT1G NRARP MT-ATP6 RPS14 SI TMEM37 MLXIP SP5 MT1M TMEM61 SDC4 UGT2B17 MACC1 KIT TUBA1B JCHAIN AKAP9
29 RPL22 RPL32 CLIC3 PTPRR CLSPN CSTB PDE9A ITGA2 RPLP2 PSMA7 EPHB3 RPL21 RPL27 MAD2L1 IGHA1 SAMD9 TSPAN1 TUBB MLPH CD177 BRCA1 MT-CO1 RPS16 SAMD9L AC087239.1 CES3 RPS23 SULT1B1 SMPDL3A HSPA1A LCN2 ARHGAP44 CAPN9 TDP2 RHBDL2 ANXA3 PIK3CG DEK CRACR2B CEP126
30 DDX18 RPS4X KLK6 RPL7A PTMA NDUFB5 SLC4A4 RPL14 PSMD14 C1QBP ANO9 LAMP1 RPL35A CCT7 CD300LF TMEM37 MT-ND2 CDC45 TFF3 SAMD9 MCM7 MT-ATP6 S100A14 MT1M HES1 MT-CO1 UQCRH SPINK5 PDE9A OLFM4 PTMS RPS29 ALDH1L1 VEGFA BMP2 NES CD300LF HMGB1 FRYL ERN2
31 PDCD5 RPL19 TNFSF15 PCCA SNRNP25 CTSA CA4 MYC NDUFAF2 POMP RANBP6 COMMD6 RPL3 MCM7 IGLC2 TYMP MT-CO2 MND1 SPINK1 FOXA3 MAD2L1 SYTL2 S100P CARD16 HIST1H2AG LGALS2 LGALS4 HOXB13 CDKN2B-AS1 SELENBP1 CDKN2A MGMT DLL1 GPR160 MT1H CXCL8 PAK3 CLSPN MT-ND3 RAB26
32 PFDN2 S100A4 SQSTM1 DBI SNRPG CRYL1 CEACAM1 ENC1 HSP90AB1 NPM1 RNF43 RPL7A RPS8 DKC1 IL17RB MXD1 PKIB GMNN NEURL1 MUC4 CD24 RAP1GAP RPLP2 LYPD8 BTG1 FABP1 SLC25A5 MT-ATP8 NAALADL1 RARRES2 TESC TCEA3 SPINK1 MYL9 MAOA S100A11 ATP8A2 MYBL2 FOS MLPH
33 DTYMK CD81 KLK7 RPL11 DNMT1 AKR1C1 CD14 RBM39 RPL6 PGK1 MTRNR2L12 RPL4 RPL10 SNRNP25 GRK5 RHOF MT-ND3 HIST1H4C AC005833.1 SCGB2A1 PCNA TPSG1 DBI HEPACAM2 SOX4 MT-CO2 RPL11 ADH1C BMP3 SYNE2 LDHB B3GNT7 ZG16 SOD3 KLF9 DUSP10 PLCB2 MKI67 MT-ND4L SYTL2
34 NPM1 RPS20 TIMP1 C6orf223 NUCKS1 ATP5PO CDKN2B RPS18 IGLC2 TPX2 ENGASE RPS16 RPL18A CCT2 AVIL XDH CA1 DSCC1 RAB26 SERPINA1 CENPJ ENTPD8 RPL21 MT2A MALAT1 CDKN2B-AS1 RPL18 HSPA1A ABCG2 RPSA SLC9A2 SCGB2A1 S100A11 MT1X TNC CAMP BIRC5 KLF4 ATP2A3
35 PTMA HSP90AB1 GGH CD9 GMNN UQCRB TRPM6 ZBTB38 CHCHD2 TRIM44 NDUFA4 RPS20 HSPE1 ATP2A3 SLC17A4 MT-ND4L CDC6 PLXDC2 RFLNA IPO5 RASD1 RPS14 MT1E HIST1H4E MT-ND4L RPL19 CES3 SLC51B MMP7 MUC4 HEPACAM2 EPSTI1 GLUL TRIM29 IGSF21 BTG3 MT-CO1 ACOT11
36 CBX3 PRDX4 CST3 RPL32 HSPD1 NQO1 ANPEP RPS12 SCD CENPF ZFAS1 RPL30 MCM6 PIK3CG SMPD1 PDZD3 DNMT1 DNAJC12 HEPACAM2 CKS1B MT-ND4L RPSA NOTCH2 ELF3 CLDN8 HINT1 PCK1 MXD1 CHPF PLA2G2A B4GALNT2 LDHA LGALS2 MYL9 COL27A1 RANBP1 PDK4 N4BP2
37 GLO1 ATP5MC1 GUK1 DDIT4 PRKDC COX7A2 CD177 RPS27 NDUFA4 ERICH1 RPL7 RPL18 MCM4 IGLC3 SCNN1B PDE9A H2AFZ RAB27A CLDN8 MCM10 FRYL ATP5MC3 SAMD9 HIST1H2AH MT-ND4 EIF3K AK1 SDCBP2 NDUFA4 C12orf57 ANXA13 RPL13 ISX HSPB1 FRY DNMT1 HMGCS2 ITPR2
38 PSMA4 RPS27A MSX2 RBCK1 HIST2H2AC ATP5PF SDCBP2 TGFBI LSM4 SLC25A25-AS1 RPS27A NACA RPSA VAV1 OASL CA2 RFC2 CAPN9 ANKRD36C SMC2 MT-ND5 RPL18 CLCA4 AL360012.1 VSIG2 COX5B PGM2L1 SCNN1B RPL35 KIAA1324 FOXA3 HLA-E MT1F ITGB8 CCM2L TPX2 JUN MALAT1
39 DEK RPL5 CSTB ERO1A HELLS COX4I1 HSD17B2 GDF15 CKS2 HSPA1B RPL5 RACK1 PRKDC TAS1R3 SULT1A2 MT-ND5 MKI67 REG4 BEST2 MYBL2 BCAS1 RPS3 SDCBP2 CITED2 MT-ND1 RPL35A AGR3 TSPAN1 TACSTD2 MAOA RETNLB ERO1A CA2 GABRE SPIB CDC6 SPINK1 REG4
40 NDUFAF2 RPL7 PDLIM4 ENO1 NCL GPR160 FXYD3 RUBCNL ATP5MC1 KCNQ1OT1 NACA RPL23 SSBP1 IGKC CASP5 SULT1A2 CENPM ERN2 TSPAN1 BIRC5 IGKC COX7C HRCT1 ARGLU1 ACADS RPS5 FAM3D EMP1 PTK7 TRABD2A AC005833.1 PPA1 SIAE SFTA2 CORO2B HIST1H1E SYTL2 LUC7L3
41 CCT5 RPS7 ZFAS1 TRIB3 DUT TALDO1 MT-CO1 S100A11 EEF1B2 BRCA2 AKR1C1 RPL13 NOP56 TLE4 TRPM6 TMEM37 SLBP FABP2 VSIG2 RMI2 GALNT5 NDUFA4 NBPF14 AC012485.3 CDHR5 RPS16 CA2 FGL2 BEX3 SNHG19 TFF3 EPCAM TCEA3 EPSTI1 IL17RB PPM1G HSPA1A ANKRD36B
42 HSP90AB1 NACA SKP1 LGALS3 HSPE1 GUK1 MUC12 PROX1 EIF5A ARGLU1 RPS8 RPS5 SRM HIP1R BTNL3 PHGR1 CENPU CBFA2T3 MFSD4A DPEP1 CREB3L1 RPS18 CEACAM7 FOS C2orf88 TXN CCL28 CDKN2B TNFRSF12A TNFRSF11A RPS4Y1 DPEP1 MT1G ANXA2 NCMAP KPNA2 WNK4 DDX17
43 SNRPD1 CYB5A CD9 RPS4X SNRPD1 ZFAS1 SLC17A4 RPL10A RPS7 IGLC2 RPS24 RPL37 ASCL2 ALOX5AP RSAD2 MT-ND1 MCM7 TMEM61 KLK1 LRRCC1 ATP2A3 RPL39 CDK18 AC005837.1 ANPEP ATP5PF NFKBIZ MEP1A TMSB10 RPL34 ANO7 MDK SLC4A4 KLK10 DGKI HAT1 SLC4A7 ATP2C2
44 ROMO1 YBX1 CHPF NACA PGP RPN2 SULT1B1 ANO9 TOP2A MDN1 RPL35A EEF1B2 NASP BTG2 HRASLS2 SDCBP2 CENPK SYTL2 DHRS9 TPX2 WFDC2 RPL19 MT1F ZFP36 LGALS4 RPL24 TNFRSF11A SLC9A3 FOXQ1 MT1X CBFA2T3 CRIM1 PDK4 IFITM3 ALOX12B TUBG1 RASD1 ANKRD36C
45 LYZ PCCA RPL10 ACAT2 TOMM7 VSIG2 HSPH1 PPM1G PLCB4 RPS3 RPS3A ERH FOSB IFIT1 HPGD DIAPH3 ATP2A3 PLAC8 FN1 MT-ATP8 RPLP1 CDHR2 HIST1H2BH TP53I3 ATP5PO VSIG2 EDN3 MRPL51 ECH1 MUC4 HSPA1B ATP8B1 KLK6 DCLK2 PTMA MT2A VPS13C
46 RPL23A NEU1 RPS18 CKS2 RPL39 TMEM37 CXCL14 TPI1 CDK12 RPL3 RPL4 LSM3 ITPR2 SLCO2A1 SCNN1B SKA3 L1TD1 SELENOP PROX1 L1TD1 RPL37A PDE9A HIST1H2BF MT-ND3 GAPDH GOLM1 SULT1A2 CA6 SIPA1L2 NEURL1 CES2 GOLM1 S100A6 PIK3R5 DTYMK MT-CO2 ANKRD18A
47 NDUFA4 GSTP1 RPL12 PDCD5 RPS7 AMN RPL34 ACAT2 SOX4 RPL9 RPS15 HELLS PTPN18 BTNL8 CDKN2B NCAPH KLF4 VIPR1 TK1 GSN RPS13 CEACAM1 HIST1H3A MT-ATP8 RPL7A MT-ND4L ABCB1 RPL21 C10orf99 MYADM SORL1 SEMA6A FBXO2 KCNQ4 KIF11 ELF3 GOLGB1
48 RPL39L CCL20 MIF FBXO5 PRDX1 TMEM54 NORAD GGCT PRRC2B ATRAID RPL29 TUBB4B PGGHG COL17A1 SLC4A4 RANBP1 GNE SMIM5 PTPRO SCNN1A RPS23 HSD17B2 AL118516.1 SGK1 ADIRF TFCP2L1 CDHR5 BASP1 SNORC TOX S100P MGMT EPB41L1 CCSER1 NCAPG MT1X FAM83E
49 RPL12 ANXA3 RPS14 CCT6A MALAT1 ITM2C RPL27A SSBP1 OGT RPL8 RPS24 IGFBP2 SPIB PDE9A CYP3A5 MAD2L1 B4GALNT2 DDX60 CENPF AKAP9 ATP5F1E PCSK1N CLDN4 SLC39A5 NACA TC2N CLDN23 RPS4X CEP70 GALNT5 HLA-C C10orf99 TAGLN VAV1 PSAT1 ATF3 CCNL2
50 NPM1 SERPINB1 MSMO1 PTTG1 ATP5MG HPGD MYL9 SNU13 IGLC3 RPL6 RPL13A PARK7 PBXIP1 DDX60 C11orf86 E2F8 RPS4Y1 FAXDC2 CEP55 ANKRD36C PCCA CCNYL1 AC023157.3 MAOA CHCHD2 MTRNR2L12 TRIM31 ATP6V1F TMEM238 L1TD1 PIGZ FAM3D PDP1 HIP1R HMMR NR4A1 NKTR
51 RPL11 TMED9 S100P POLR3K RPL30 AHCYL2 HSPA1B PSMA4 SETX RPL29 RPLP0 SNRPF SLCO3A1 TRIM31 CDHR2 HMGB2 ANXA13 SECTM1 HSPH1 KIAA1324 RPS19 MT1X DNAJB1 AMN RPS13 PLCE1 CA2 POMP RPS28 AGR3 PRDX5 CHP2 ATP9A PBXIP1 NFKBIA AGR2 KCNQ1OT1
52 SNRPF TIMP2 RPL18 ORC6 POMP MT1X HLA-C PDCD5 VEGFA GSTP1 NPM1 HMGA1 TREH MIER3 MT-CO3 DUT SCGB2A1 SCNN1A RCC2 FAM83E GAPDH CA2 RHOB PLCE1 RPS18 AMN MUC12 VSNL1 WFDC2 MT1G P4HA1 CCND2 SDC4 PTPN18 FADS1 JUNB FSIP2
53 RPL23 IL18 RPS19 FABP5 SELENOM SELENBP1 EIF3E TIMM13 PURB RPL39 RPL9 CD81 MTSS1 CDKN2B MT-ND4 RMI2 NXPE1 TFF3 PAICS VSIG2 RPS2 TMEM176A MT-ND4L NXPE4 RPL39 AC254629.1 CDA LEMD1 AGR2 NUPR1 PLBD1 AGR2 ADAM9 ANXA13 HMGB2 DUSP1 PTAR1
54 MRPL41 ATP6V1F CLIC3 PSMA7 AP003774.4 SULT1A2 RPL35A RPL6 BPTF LYZ YBX1 TOMM40 ADGRG6 LRRC19 SLC9A3 CCNA2 KCTD12 SLC16A9 KIF4A RAB27A COMMD6 CDHR5 CDKN1C CKB RPL6 BHLHE40 SAMD9 BRK1 CKMT1B FRZB IFI27 PRKACB LAMB3 ATP2A3 CKS2 EGR1 VMP1
55 ASCL2 CLIC1 RPSA HACD3 RPS25 IFI27 CPNE1 DTYMK FNBP4 RPL37 GTF3A MSH6 HOTAIRM1 LAMA3 MDK SNRNP25 FAM3D GPRIN2 XRCC2 WNK4 TOMM7 VIPR1 AL021453.1 B3GALT5 CYCS FRYL ENTPD8 ANXA2 PTPRO TCIM NAMPT KCTD12 TIMP2 CGNL1 CENPH SLC38A2 CRACR2B
56 ODC1 PPA1 RPL5 SERBP1 RPL38 MISP RPL36A GADD45GIP1 AHI1 C6orf48 RPS25 PTGES3 RASSF6 C2orf88 C1QTNF12 NASP CDC42EP5 RASEF MKI67 KLF4 UQCRH PHGR1 GADD45B FBLIM1 PSMA7 KCNE3 BTNL3 RPL27 NNT VSIG2 COMMD6 CREB3L1 LAMA3 GAS7 GDF15 BTG2 ABCA5
57 C1QBP SLPI ACSL1 TFDP1 RPS23 SLC9A3 PERP NCL NOP56 TALDO1 BTF3 RPA3 ZFHX3 SGK1 CDA TPX2 AGR2 TUBB2A SLC29A1 CEP126 RPS21 SLC17A4 JUND FXYD3 CLIC1 B4GALNT3 CDHR2 RPS27A ATP2C2 ATF3 FXYD3 TFCP2L1 C6orf15 ERO1B NUDT5 IER2 FAM214A
58 PHLDA1 TM4SF1 PIGZ UBE2S RPS13 C10orf99 RPL28 FTL NUFIP2 RPS25 POMP HSP90AB1 DPYSL3 BIRC3 ABCB1 SMC4 C12orf57 GALNT5 SYNCRIP FAM3D CKB PROX1 MUC4 PCK1 RPL37 ZFP36L2 CYP3A5 RPL19 CHP2 FABP2 PRELID3B PGM2L1 CLDN1 IFI6 USP14 SPPL2B
59 COL9A3 FTH1 PCSK9 CENPF NDUFS6 KRT20 RPS11 SNRPB ATRX COX4I1 UBA52 UBE2T ARHGEF38 PTPRH ENTPD8 GMPS RETNLB MINPP1 PTMA NXPE1 RPL7 PPP1R14C DUSP1 MT-ND2 RACK1 SEMA6A MDK KRT8 MUC5B KLF4 HSPA6 SPINK5 SRPX2 TLE4 CBX3 WNK4
60 ANAPC11 DSP LINC01559 FAM111B RNASET2 MT-ND5 RPL36 MYBL2 BAZ1B RACK1 SLC25A6 PPM1G IFI6 SYNPO MEP1A TUBA1B FRYL REG4 PRKDC UNC13B RACK1 TMEM176B AC091271.1 AC254629.1 ATP5F1D FOS LYPD8 TGFBI MYADM SLC2A10 ITGA2 CES3 TMSB4X ITPR2 SNRNP25 BTAF1
61 C9orf16 NDUFA4 LGALS4 RRM1 S100P ACADS RPS15A GAPDH KNOP1 CST3 RPL39 XRCC2 DUSP1 ARL14 SMPDL3A DTYMK GALNT5 B3GALT5 EPHB2 MCF2L RPL22 GSN HSPA2 PADI2 RPS12 MALAT1 FBXO32 PCSK1N RARRES1 HSPA1A SULF2 CA12 SLPI SLCO3A1 SGO2 SYNE2
62 LSM3 S100P RPS27A CCNA2 RPS28 LINC02023 GFPT1 MRPL4 LUC7L3 AZGP1 RPL23A CENPW UTRN RARRES3 MT-ATP8 SAC3D1 VSIG2 ITLN1 DEK MALAT1 SNRPD2 MDK MT-ND5 IGKC RPL32 ELF3 CEACAM1 MRPL41 RPS24 ATP2A3 ATP10B PRAC1 PPL CCDC28B LDHB TRIP11
63 HSPE1 JUP RPL3 EIF4EBP1 RPS14 FABP2 EIF4A2 MRPS34 SMG1 RPL13A SSBP1 EIF5A SPTLC2 TMCC3 SAMD9 HMGB1 TCEA3 SMIM6 SCML1 FAM214A RPL27 SGK1 AKAP9 TFCP2L1 NDUFB5 ERN2 CA1 IL18 C15orf48 PLXDC2 FNDC3B FOSB ZFP36L1 BCAM RFC4 FAM118A
64 SNRPB CD81 RPS3 AURKA RPS6 MT-CO3 RPS3A YBX1 SPEN UQCRB CHCHD2 RPL7A MT-ATP6 TSPAN1 SLC26A2 PSIP1 XBP1 F3 IGF2BP1 AGR2 RPL10 AOC1 HIST1H1E TPRN ARPC2 PER2 CIDEC CST3 LRIG3 ENTPD8 AL117382.1 SPON1 EFNB2 FES SAE1 D2HGDH
65 GAPDH RPL7A RPL21 NPM1 RPL22 LGALS4 TRIM2 MCM3 DST CD81 RPS9 DCTPP1 TPM1 HHLA2 EMP1 SIVA1 AGR3 FAM107B DIAPH3 GNE DDIT4 VSIG2 PMAIP1 CDC42EP5 NQO1 LPCAT4 SLCO2A1 TPD52L1 RPL36A AGR2 TFF1 MT2A KRT6B NRG2 GART ZFC3H1
66 ATP5F1A PHLDA2 COX5B NUSAP1 RPS3 KRT19 SPTBN1 ANAPC11 TOP2A RPL18 C9orf16 GTF3A JUN ACHE IFI27 ORC6 ENTPD8 MXD1 BAG2 SPINK1 NACA TP53INP2 AC108134.2 TCIM ATP5PD GLUL IFI27 PRDX1 FAM171A1 PRUNE2 S100A10 FOS CXCL3 MTSS1 HES1 TCIM
67 SLC25A3 TMEM45B RPL24 LSM2 EBPL MT-ATP6 AREG ARPC2 HES1 EEF1A1 EEF1A1 SSB ZFP36 AHCYL2 GPA33 BTG3 NPIPB15 MUC1 ALPK3 AL390719.2 BTF3 GNPTAB VEGFA CA12 RPL27 KLF9 TYMP ABHD13 LGALS2 MT1E LGALS3 RNF186 JUP TUBA1A ID1 BAZ2B
68 PARK7 SAT1 EBP KPNA2 PYCARD MT-CO2 SLC12A2 SNRPF VMP1 RPL27A NQO1 NAP1L1 PPP1R15A CDHR5 FABP1 CTNNAL1 CRACR2A FAM3D KIF20B NEDD4L RPL35 C2orf88 MUC5B PDK4 NDUFAB1 ZFP36 MXI1 GAPDH MT2A CRACR2A HNF4A PLCE1 S100A10 RASSF6 GINS2 RRBP1
69 SSB SSR4 RPS5 MCM7 RPL34 PRSS3 ZFP36L1 IGFBP2 TPT1 HSPE1 SNRPG JUNB ABCB1 MIR194-2HG PTMA MUC5B SDCBP2 NASP CDC42EP5 GPX2 TTC39B MUC12 FOS RPL21 VMP1 ISG15 RPS20 HOXA11-AS FOSB TGFBI SI HLA-A DEFB1 TFDP1 NR3C2
70 HSP90AA1 CCND1 LRP1 NDUFAB1 RPS8 GPT ZKSCAN1 UQCRH RPS19 ASCL2 NUDC ANXA13 MISP HIST1H1C SPC25 WNK4 SPATS2L LARGE2 GOLGB1 RPS15A VSIR HSPA1A ADIRF EEF1B2 CA12 NAAA RHOBTB3 LRRC75A TCEA3 CAPG VSIG2 MDK IGSF3 TOMM40 GPRIN3
71 UQCRH POMP RPS7 LSM5 COX7B MEP1A ZFP36L2 ODC1 EIF1 NDUFAB1 RPS2 MARCKSL1 ABCG2 PIGR NCAPG GPRIN3 MGLL RFWD3 PRKAG2 CHCHD2 ITM2C CEBPB FLNB RPS19 CTSS GPA33 RPL32 MLXIP RAB26 EFNA1 HLA-DRA CD24 ADGRG6 DUT GALNT5
72 DKC1 CXCL14 RPL19 EIF2S2 RPS18 TP53I3 SOX4 HMGN1 SLC25A6 COX4I1 PRMT1 TBC1D2B MEP1A EDN3 TUBG1 HMGCS2 IFI27 TOP2A NUPR1 BRK1 APOBR CBX4 CHCHD10 UQCRB MTUS1 PHGR1 RPS23 FAM3D XBP1 ADD3 METTL7A HSPH1 AZGP1 PSMC3 ARGLU1
73 GTF3A SAP18 EPCAM ATP5MC3 RPS16 LGALS3 KCNQ1OT1 LSM7 RPSA UQCRB MRPL3 TUBA1A TMPRSS2 TRIM31 DEK HSPA1A KLF4 TMEM97 FUT6 NPM1 KRT20 PIGR JUN AKR1C3 SLC4A4 BIRC3 NKD1 KLF9 PTPRN2 DNAJC15 HSBP1L1 TNFRSF12A HOTAIRM1 AURKA JMJD1C
74 RPL9 DYNLRB1 ACOT13 LSM4 ATP6V0E1 LGALS2 RPL37A SNRPA1 RPL31 EIF3F XRCC5 FOS SMPDL3A TXNIP ATAD5 SLC4A7 P2RX4 PBK SH3PXD2A ENO1 DSC2 NKTR MIDN BTF3 MAP2K6 C1orf115 SKP1 ADD3 FAM107B EREG CFTR CCND1 ZFHX3 RFC2 NEDD4L
75 RPS13 RPS23 FAM13A MCM6 C9orf16 ABCA5 S100A6 MRPL11 EIF3E C1QBP RRM1 MT-CO1 CGN CCDC68 TFDP1 NUPR1 FSIP2 SLC12A2 CRACR2B RPL10A SLC20A1 HIST1H4C AC023157.3 RPLP1 FAM118A MISP HMGN3 NAA38 CDC42EP5 SPTBN1 TNFRSF11A TNNC2 DPYSL3 RPA3 SLC4A7
76 EIF5A BRK1 CLIC1 GLO1 RPS12 MT1F CCT2 RPS5 PRDX1 ATP5MC1 IRF1 SIRT6 MISP RBL1 PIGR ATP2A3 RPL36A GALNT7 RPS25 ECE1 C21orf58 KRT19 COX6B1 CLMN MT-CO1 NAP1L1 THBS1 NR4A1 RPL36A ZDHHC2 TMBIM1 C11orf53 MTG2 LENG8
77 CCT7 RAC1 LINC00239 CCT2 ALDH1A1 MT-ND1 GINS2 SAP18 HINT1 MRPL51 DEFB1 IRF7 AMN MCM10 FOSB APOL1 ALYREF FOS NAP1L1 CKB NXPE1 UQCRC1 RPS3 NKTR APPL2 RPL24 ATP8B1 BCAS1 S100A6 ECH1 TMEM106B JCHAIN CARHSP1 CLMN
78 BRK1 RPL19 RPLP0 TUBB4B VDAC1 UGT2B17 AP2S1 PERP RPLP2 MRPS34 EIF1B HMCN2 MXD1 HIST1H1E TENT5C LINC00342 ACTG1 TFF1 EEF1B2 MT-CO1 MT-ND4 MVP POLE4 CDC42EP5 HHLA2 COL9A3 EPHX2 FAM3D UFM1 MECOM HLA-C EIF1B PCNA KMT2C
79 ATP6V1G1 BCAP31 RPS13 ADRM1 RPL37A PLA2G10 PARK7 BTF3 SAP18 SRSF7 KMT2C SLC4A4 ISG15 CHEK1 FOS TP53INP2 HSPD1 IGHA1 FAM162A MSLN MT-CO1 HEXIM1 RPL12 ATP2C2 ACVRL1 RPL22L1 TSPAN7 FOS RPS15A ACADS DNTTIP1 CCDC88B PSMA7 ARFGEF3
80 PRKDC BCL2L1 SULT2B1 SNRPB CYB5B SFN PA2G4 TSPAN8 ZFAS1 GMNN IGSF3 TMEM236 FXYD3 EXOSC8 ATP2C2 PLA2G10 CSE1L JCHAIN S100A4 EDN3 RND3 IGLC3 ZFAS1 MLXIP TMCC3 SUB1 PLCE1 PRAC1 RPS21 CKMT1B TGFBI SPTLC2 NAXE CHD9
81 SEM1 RPS4X RPS23 HNRNPAB ATP5MD MIR22HG RPS27A MGAT4B ATP5MC3 MRPS26 MALAT1 PLAUR ATP8A1 PPM1G FOXA3 SMIM14 NONO VIPR1 PRDX1 HSPB1 ARHGEF11 JCHAIN COX5A PDCD4 MYLK SSBP1 RPS3A SMAD9 HSPH1 PALLD ANXA1 ARHGEF38 HMGN1 INSR
82 PSMB1 UBE2B RPL18A C1QBP UQCRQ ITPKA PTGES3 RPL37A EIF3E TFDP1 IER2 DSC2 TNFSF10 PRKDC SCN9A OASL RPA3 MIA3 RPL8 CHP2 RMRP ETHE1 STUB1 REG1A DHRS9 RPL23 MT1F IL1B PLSCR1 DSG2 PLA2G16 TREH RRM1 MTRNR2L12
83 POMP UBE2H EIF1 TK1 FAU B3GALT5 PRKDC RPN2 GPX2 DNMT1 JMY IFI27 HHLA2 SRSF7 HSD11B2 TM4SF5 CENPK ABCA5 SSBP1 C10orf99 NUPR1 IGHA1 CBR1 AKAP9 LRRC19 MRPL57 RPS11 B3GNT7 RAB22A SLC9A2 PGM2L1 UTRN EIF5B SH3PXD2A
84 CNBP RPS14 ZFAS1 CKAP2 RPS15A XDH SERBP1 PDIA6 NDUFA4 PSMB1 LUC7L3 KRT20 MXI1 LIG1 NEDD4L TMEM61 ZIC2 NXPE4 RPS12 TP53INP1 PAXBP1 SAP18 IVNS1ABP TNFSF10 PKM CFTR F3 TOB1 LGALS4 TACSTD2 PGGHG BUB3 MIA3
85 STRAP FOXQ1 RPS2 SIVA1 DNAJC15 PDK4 LSM2 NQO1 CSTB CNBP AZGP1 RFK IGKC TOMM40 NXPE4 CCDC68 EPHB3 ARFGEF3 ZFAS1 PIGR NEAT1 FTH1 AGR2 CCDC68 S100A16 HADH NR4A2 CANX PCK1 IFI27 IGKC SERBP1 CCND2
86 RPLP2 GABARAPL2 HSD17B12 PRDX4 ABRACL AOC1 RPL7A PFDN5 LDHB STOML2 CCDC88B C1orf115 APPL2 CSE1L SCNN1A AMN MCM8 TRPM4 PSMB1 FXYD3 AHI1 TALDO1 PIM3 SLC4A4 CD9 RPL13A MT1X RPL34 MUC5B IL32 GDPD5 GGCT KCNK6
87 FERMT1 KRT20 SLC2A1 RFC4 RPS4X DHRS9 HNRNPAB RPS9 EIF3H POMP BTG1 CDKN1A SMCHD1 SMC2 AKAP9 NEURL1 SMC1A KCNK6 RPS15 GPA33 CEBPD PKM SLPI TMEM236 RPL12 HMGN5 MT1F CDH1 TMEM176B PROX1 MARCKSL1 SNRNP40 HPCAL1
88 SSBP1 KRT10 QPRT CENPK PPIC EDN3 RPS13 SUB1 UQCRH NME1 HEXIM1 MUC12 ACVRL1 RAD51AP1 MYADM CTSE ACE2 AMN SF3B6 LINC01559 TRIM44 CD24 RETREG1 MT-ND2 HINT1 HSPA1A PIGR NCOA7 CDC42EP5 GPRC5A HEPACAM2 NDUFB9 MLXIP
89 MRPS26 DCBLD2 GGH KIF20B SLC26A3 MGLL MAD2L1 RNASET2 EIF1 ANAPC11 TET2 TNFSF10 TP53I3 NPM1 BCAS1 FGFR2 MACC1 MTRNR2L12 IGFBP2 USP2 KCNQ1OT1 ATP5MD CD74 TRANK1 S100A14 GPRIN3 MT2A RPL28 PBLD EMP1 IGHA1 SIVA1 ZRANB2
90 RANBP1 UBC ATP6V1G1 ANP32B ATP5PD IGSF9 RRM1 RPLP2 RPL35 LSM2 JUND ENTPD8 RHOU CHAF1B MCF2L ANO7 RAD51AP1 ELF3 MIF TSPAN1 MT-ND1 RPL10 TCIM DSC2 CD81 ACADS ARFGEF3 RPL35A CAMK1D ACTB CD14 CCT6A RERE
91 LSM5 DSTN RPL8 ERH NSA2 MT-ND4L TUBB4B RPS3A PARK7 CHCHD2 EGR1 CYP3A5 TRANK1 ILF2 HID1 AKAP5 SSRP1 ATP2C2 POMP MT-ND3 FRYL SSBP1 LGALS2 TMPRSS2 KRT10 MGST2 C12orf57 CDH17 KLF5 DST ADA2 SRSF3 TRPM4
92 HMGB1 COX7C ARPC2 CENPW CDH17 CHP2 PGP EEF1B2 RPL31 RPL6 PTPRJ PLS1 CEACAM1 RAN FAM107B SDR16C5 HES6 SIPA1L2 RPS20 AGR3 CDK12 QPRT HSPA1B CASP5 RPL7 SYNE2 ERN2 YWHAZ SQOR RAB11FIP1 TBC1D2B PFDN2 MDM4
93 RPL10 EPCAM SLC22A18 COPRS FAM210B C11orf86 PSMB2 CYB5A GAPDH NDUFAB1 PPP1R10 USP2 MIER3 CENPW CRACR2B DST CIP2A NKTR ID3 PDGFA KLF4 RPL8 ATP8B1 MT-ND4L EID1 CDC42EP5 HPCAL1 CLIC1 UGDH GLS MZB1 SOD1
94 LSM7 S100A16 UQCRH NASP ID1 MT-ND4 RPS4X RPL18A EBPL ANP32B PTPN6 SFN ZBTB7B PSMG1 HPCAL1 HSPA2 CBX3 TC2N ATP6V1G1 RNF152 MT1E PRELID1 ITM2C RHOF CCT7 PRKACB MT1H LAPTM4B HOXB13 SLC2A1 TPM1 EXOSC8
95 HMGB3 RPS25 KRT20 SLC25A5 MGST3 HSPA1A BIRC5 EPHX1 EIF3K RPL39L LIPG MIR22HG TCF7L2 CENPN SMIM14 MCF2L GNAS XBP1 ARPC2 MEP1A PRAC1 ATP5F1C TCEA3 LAMA3 CENPX PALLD MFSD4A NORAD ZBTB7C ZBTB20 PTPN6 XRCC5
96 LMAN1 MAP1LC3B EGFL7 PPM1G RPS27A CLDN8 EIF3K MGST3 SUB1 SIVA1 NBEAL2 PHGR1 LGALS2 FABP5 TRPM4 MUC13 DKC1 TCEA3 RPL3 CDKN2B-AS1 CCNL2 ATP6V0E1 CFTR MIER3 RPL11 RPS27 ANKRD37 ARMCX3 PKP2 PTTG1IP KRT18 HIST1H1C
97 PRDX1 TMSB4X SLC6A8 ALYREF TXN ETHE1 SNRNP25 ATP6AP2 FTH1 NXT1 MAP7 DHRS3 FAM43A PGP NR4A1 CAPN8 RAD21 TACC1 UCA1 PLAC8 ZBTB7A S100A10 LIMA1 PIGR CYB5A FOXA1 SCNN1A PTK6 GPT DPEP1 AOC1 PSMD2
98 SLC25A5 COMMD6 SERPINB1 SNRPF DYNLRB1 FLNB MRPS12 SOD1 SLC25A5 ACP1 Z93241.1 GBP2 PDCD4 ALYREF GALNT7 HLA-E SRPK1 DNAJC10 ATP5MPL CES3 MT-ATP6 ARPC3 SYNE2 PDZD3 GTF3A TMA7 CRACR2B MYO1D LRIG3 GNAS IGLC2 WDR34
99 MRPS34 RPL32 CD81 PARK7 SUB1 LINC01133 PSMB1 PYCARD STUB1 RFC2 DUSP5 P2RX4 PLA2G10 USP1 ITPR2 SYTL4 FOXQ1 SMIM14 TPI1 HSD17B11 PCK1 RPS6 JUNB C1QTNF12 RPL23A GOLGA8A SYTL2 EIF2A B3GALT5 MYOF FURIN UBE2I
100 RPS18 GPX4 TMSB10 PSMB1 RPL24 HSD11B2 SF3B6 TTC3 HMGA1 PTMA ARHGEF11 ISG15 ANKRD12 TOP2A MT1E RARRES3 IPO7 CCNL2 RPLP0 PRR5L SYNE2 RPL23 FOSB RHOC ANAPC11 SEMA6A HSPA2 DNAJC3 PDE3A PLS3 IGHA2 UQCC2